{"id":184,"date":"2025-07-18T12:05:52","date_gmt":"2025-07-18T12:05:52","guid":{"rendered":"https:\/\/wrangleai.com\/blog\/?p=184"},"modified":"2025-07-18T12:06:21","modified_gmt":"2025-07-18T12:06:21","slug":"what-is-finops","status":"publish","type":"post","link":"https:\/\/wrangleai.com\/blog\/what-is-finops\/","title":{"rendered":"What Is FinOps? And Why It\u2019s Critical for AI Infrastructure Teams"},"content":{"rendered":"\n<p>As artificial intelligence becomes part of every product and workflow, AI infrastructure teams are under pressure to move fast. They\u2019re shipping features powered by large language models (LLMs), scaling compute usage, and trying out new providers.<\/p>\n\n\n\n<p>But with that speed comes a growing problem: cost.<\/p>\n\n\n\n<p>Many companies are burning through cloud and model budgets without knowing where the money is going. That\u2019s where FinOps comes in.<\/p>\n\n\n\n<p>In this blog, we\u2019ll explain what FinOps is, why it matters for AI infrastructure, and how your team can use it to take back control of AI usage and cost.<\/p>\n\n\n\n<p><strong><em>Quick link:<\/em><\/strong><em> <\/em><a href=\"https:\/\/wrangleai.com\/blog\/prompt-engineering-draining-budget\/\"><em>Why Prompt Engineering Is Draining Your Budget<\/em><\/a><\/p>\n\n\n<ul><li><a class=\"aioseo-toc-item\" href=\"#aioseo-what-is-finops\">What Is FinOps?<\/a><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-why-is-finops-important-for-ai-infrastructure-teams\">Why Is FinOps Important for AI Infrastructure Teams?<\/a><ul><li><a class=\"aioseo-toc-item\" href=\"#aioseo-1-llms-are-pay-per-use\">1. LLMs Are Pay-Per-Use<\/a><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-2-multiple-teams-shared-keys\">2. Multiple Teams, Shared Keys<\/a><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-3-finance-has-no-context\">3. Finance Has No Context<\/a><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-4-budgets-are-missed\">4. Budgets Are Missed<\/a><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-5-prompt-engineering-drives-cost\">5. Prompt Engineering Drives Cost<\/a><\/li><\/ul><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-what-are-the-core-principles-of-finops\">What Are the Core Principles of FinOps?<\/a><ul><li><a class=\"aioseo-toc-item\" href=\"#aioseo-1-teams-need-visibility-and-shared-understanding\">1. Teams need visibility and shared understanding<\/a><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-2-everyone-takes-ownership-of-usage\">2. Everyone takes ownership of usage<\/a><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-3-timely-reporting-drives-better-decisions\">3. Timely reporting drives better decisions<\/a><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-4-a-culture-of-experimentation-is-supported\">4. A culture of experimentation is supported<\/a><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-5-centralised-teams-drive-standard-practices\">5. Centralised teams drive standard practices<\/a><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-6-business-value-of-cloud-and-ai-is-understood\">6. Business value of cloud and AI is understood<\/a><\/li><\/ul><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-how-finops-supports-ai-use-cases\">How FinOps Supports AI Use Cases<\/a><ul><li><a class=\"aioseo-toc-item\" href=\"#aioseo-model-selection\">Model Selection<\/a><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-internal-chargebacks\">Internal Chargebacks<\/a><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-cost-forecasting\">Cost Forecasting<\/a><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-prompt-optimisation\">Prompt optimisation<\/a><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-risk-management\">Risk Management<\/a><\/li><\/ul><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-what-tools-are-used-in-finops\">What Tools Are Used in FinOps?<\/a><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-how-wrangleai-powers-finops-for-ai-infrastructure-teams\">How WrangleAI Powers FinOps for AI Infrastructure Teams<\/a><ul><li><a class=\"aioseo-toc-item\" href=\"#aioseo-real-time-visibility\">Real-Time Visibility<\/a><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-cost-caps-and-usage-alerts\">Cost Caps and Usage Alerts<\/a><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-internal-chargebacks-with-synthetic-groups\">Internal Chargebacks with Synthetic Groups<\/a><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-smart-model-routing\">Smart Model Routing<\/a><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-prompt-efficiency-insights\">Prompt Efficiency Insights<\/a><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-secure-access-and-api-management\">Secure Access and API Management<\/a><\/li><\/ul><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-final-thoughts\">Final Thoughts<\/a><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-faqs\">FAQs<\/a><ul><li><a class=\"aioseo-toc-item\" href=\"#aioseo-what-does-finops-mean-in-the-context-of-ai\">What does FinOps mean in the context of AI?<\/a><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-what-does-finops-mean-in-the-context-of-ai\">Why is FinOps important for managing LLM costs?<\/a><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-what-does-finops-mean-in-the-context-of-ai\">How does WrangleAI support FinOps for AI teams?<\/a><\/li><\/ul><\/li><\/ul>\n\n\n<h2 class=\"wp-block-heading\" id=\"aioseo-what-is-finops\"><strong>What Is FinOps?<\/strong><\/h2>\n\n\n\n<p>FinOps stands for \u201cFinancial Operations.\u201d It\u2019s a framework used by companies to manage cloud and AI spending through visibility, accountability, and collaboration between finance, engineering, and product teams.<\/p>\n\n\n\n<p>In simple terms, FinOps is about:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Tracking what you\u2019re spending.<\/li>\n\n\n\n<li>Understanding where and why.<\/li>\n\n\n\n<li>Optimising usage to get more for less.<br><\/li>\n<\/ul>\n\n\n\n<p>Originally designed for cloud computing (like AWS or Azure), FinOps is now essential for AI too,&nbsp; especially when using pay-as-you-go services like GPT-4, Claude, or Gemini.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"aioseo-why-is-finops-important-for-ai-infrastructure-teams\"><strong>Why Is FinOps Important for AI Infrastructure Teams?<\/strong><\/h2>\n\n\n\n<p>AI teams today are working with powerful, flexible tools, but they\u2019re also expensive and easy to misuse. Without FinOps, usage can quickly spiral out of control.<\/p>\n\n\n\n<p>Here\u2019s why it\u2019s critical for AI infrastructure teams:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-1-llms-are-pay-per-use\"><strong>1. LLMs Are Pay-Per-Use<\/strong><\/h3>\n\n\n\n<p>Every prompt and every token has a price. And the most powerful models (like GPT-4) cost much more than basic ones. Without usage tracking, teams don\u2019t realise how much they\u2019re spending until it\u2019s too late.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-2-multiple-teams-shared-keys\"><strong>2. Multiple Teams, Shared Keys<\/strong><\/h3>\n\n\n\n<p>When one API key is shared across teams, there\u2019s no way to assign cost. Product, data, and dev teams may all use the same model but no one knows who\u2019s spending what.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-3-finance-has-no-context\"><strong>3. Finance Has No Context<\/strong><\/h3>\n\n\n\n<p>Finance teams see the invoice, but they can\u2019t tell which usage is linked to which product or team. This creates confusion, delays, and friction between departments.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-4-budgets-are-missed\"><strong>4. Budgets Are Missed<\/strong><\/h3>\n\n\n\n<p>AI teams often go over budget without warning. Unlike traditional cloud services, many model APIs don\u2019t have built-in alerts, caps, or dashboards.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-5-prompt-engineering-drives-cost\"><strong>5. Prompt Engineering Drives Cost<\/strong><\/h3>\n\n\n\n<p>Long prompts, retries, or unnecessary model calls can burn tokens fast. Without FinOps, no one\u2019s reviewing prompt efficiency or matching model choice to task complexity.<\/p>\n\n\n\n<p><strong>Quick link:<\/strong> <a href=\"https:\/\/wrangleai.com\/blog\/generative-ai-cost\/\">Generative AI cost: What Every CTO Should Know<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"aioseo-what-are-the-core-principles-of-finops\"><strong>What Are the Core Principles of FinOps?<\/strong><\/h2>\n\n\n\n<p>The FinOps Foundation outlines 6 key principles that guide financial operations in cloud and AI environments:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-1-teams-need-visibility-and-shared-understanding\"><strong>1. Teams need visibility and shared understanding<\/strong><\/h3>\n\n\n\n<p>Engineers, product managers, and finance teams must all see the same usage data to make informed decisions.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-2-everyone-takes-ownership-of-usage\"><strong>2. Everyone takes ownership of usage<\/strong><\/h3>\n\n\n\n<p>It\u2019s not just finance\u2019s job to control costs. Engineers and AI teams must be aware of the cost of their design decisions.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-3-timely-reporting-drives-better-decisions\"><strong>3. Timely reporting drives better decisions<\/strong><\/h3>\n\n\n\n<p>Real-time or near real-time data is essential. Delayed reports lead to missed opportunities and prevent fast action.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-4-a-culture-of-experimentation-is-supported\"><strong>4. A culture of experimentation is supported<\/strong><\/h3>\n\n\n\n<p>FinOps doesn\u2019t block innovation. It helps teams experiment responsibly with cost as one of the constraints.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-5-centralised-teams-drive-standard-practices\"><strong>5. Centralised teams drive standard practices<\/strong><\/h3>\n\n\n\n<p>A small, central FinOps team can create frameworks, tools, and policies that work across departments.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-6-business-value-of-cloud-and-ai-is-understood\"><strong>6. Business value of cloud and AI is understood<\/strong><\/h3>\n\n\n\n<p>Spending money isn\u2019t bad, as long as it brings measurable business value.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"aioseo-how-finops-supports-ai-use-cases\"><strong>How FinOps Supports AI Use Cases<\/strong><\/h2>\n\n\n\n<p>Let\u2019s look at some examples of how FinOps directly improves AI operations:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-model-selection\"><strong>Model Selection<\/strong><\/h3>\n\n\n\n<p>FinOps helps teams compare costs across GPT-4, Claude, and Gemini. By choosing the right model for the task, they reduce unnecessary spend.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-internal-chargebacks\"><strong>Internal Chargebacks<\/strong><\/h3>\n\n\n\n<p>By grouping usage by team or product, FinOps enables internal billing. Finance teams can allocate costs accurately instead of guessing.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-cost-forecasting\"><strong>Cost Forecasting<\/strong><\/h3>\n\n\n\n<p>With usage trends and dashboards, FinOps makes it easier to predict future AI costs essential for planning budgets.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-prompt-optimisation\"><strong>Prompt optimisation<\/strong><\/h3>\n\n\n\n<p>FinOps teams can work with engineers to trim prompt length, cut retries, and route simple jobs to cheaper models.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-risk-management\"><strong>Risk Management<\/strong><\/h3>\n\n\n\n<p>FinOps introduces caps, policies, and alerts reducing the risk of runaway bills and unapproved usage.<\/p>\n\n\n\n<p><strong><em>Quick link:<\/em><\/strong><em> <\/em><a href=\"https:\/\/wrangleai.com\/blog\/what-is-ai-governance\/\"><em>What Is AI Governance?<\/em><\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"aioseo-what-tools-are-used-in-finops\"><strong>What Tools Are Used in FinOps?<\/strong><\/h2>\n\n\n\n<p>FinOps success depends on having the right data. Most companies use:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Usage dashboards.<\/li>\n\n\n\n<li>Model cost analytics.<\/li>\n\n\n\n<li>Alerting and cap tools.<\/li>\n\n\n\n<li>Access controls and scoped API keys.<\/li>\n\n\n\n<li>Chargeback or internal billing systems.<br><\/li>\n<\/ul>\n\n\n\n<p>But many of these don\u2019t come out of the box. Most LLM providers only give basic usage logs and invoices. That\u2019s where dedicated tools like WrangleAI step in.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"aioseo-how-wrangleai-powers-finops-for-ai-infrastructure-teams\"><strong>How WrangleAI Powers FinOps for AI Infrastructure Teams<\/strong><\/h2>\n\n\n\n<p><a href=\"https:\/\/wrangleai.com\/\">WrangleAI<\/a> is the FinOps layer for AI usage. It\u2019s built to help technical and financial teams manage cost, usage, and governance across large language models.<\/p>\n\n\n\n<p>Here\u2019s how it supports every core FinOps function:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-real-time-visibility\"><strong>Real-Time Visibility<\/strong><\/h3>\n\n\n\n<p>WrangleAI gives token-level insights across models like GPT-4, Claude, and Gemini. See who used what, when, and for which project, all in one place.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-cost-caps-and-usage-alerts\"><strong>Cost Caps and Usage Alerts<\/strong><\/h3>\n\n\n\n<p>Set spend limits, flag wasteful prompts, and monitor model usage in real time. No more surprise bills.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-internal-chargebacks-with-synthetic-groups\"><strong>Internal Chargebacks with Synthetic Groups<\/strong><\/h3>\n\n\n\n<p>Group usage by team, product, or feature. Create clear cost centres and send usage-based reports to each department.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-smart-model-routing\"><strong>Smart Model Routing<\/strong><\/h3>\n\n\n\n<p>Use WrangleAI to route requests to the best model for the job. Avoid overpaying by automatically sending simple tasks to cheaper models.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-prompt-efficiency-insights\"><strong>Prompt Efficiency Insights<\/strong><\/h3>\n\n\n\n<p>Get recommendations on prompt length, retry rates, and model settings \u2014 all based on real usage data.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-secure-access-and-api-management\"><strong>Secure Access and API Management<\/strong><\/h3>\n\n\n\n<p>Create scoped, optimised API keys. Set team-level permissions. Keep AI usage secure, trackable, and compliant.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"aioseo-final-thoughts\"><strong>Final Thoughts<\/strong><\/h2>\n\n\n\n<p>FinOps isn\u2019t just a finance function anymore. For AI infrastructure teams, it\u2019s a core operating model, one that helps companies scale their AI safely, responsibly, and affordably.<\/p>\n\n\n\n<p>As LLMs become part of every product, CTOs and platform teams need full visibility and control. Without FinOps, AI usage turns into a black box. With it, you turn cost into a competitive advantage.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"aioseo-faqs\"><strong>FAQs<\/strong><\/h2>\n\n\n\n<div data-schema-only=\"false\" class=\"wp-block-aioseo-faq\" id=\"aioseo-what-does-finops-mean-in-the-context-of-ai\"><h3 class=\"aioseo-faq-block-question\"><strong>What does FinOps mean in the context of AI?<\/strong><\/h3><div class=\"aioseo-faq-block-answer\">\n<p>FinOps in AI refers to the practice of tracking, managing, and optimising the cost of using AI models like GPT-4, Claude, and Gemini. It helps teams understand where AI spend is happening, assign it to the right departments, and reduce waste through better usage and governance.<\/p>\n<\/div><\/div>\n\n\n\n<div data-schema-only=\"false\" class=\"wp-block-aioseo-faq\" id=\"aioseo-what-does-finops-mean-in-the-context-of-ai\"><h3 class=\"aioseo-faq-block-question\"><strong><strong>Why is FinOps important for managing LLM costs?<\/strong><\/strong><\/h3><div class=\"aioseo-faq-block-answer\">\n<p>LLMs charge based on tokens and usage, which can quickly lead to high, unpredictable bills. FinOps provides visibility into model usage, helps set limits, and ensures each model is used efficiently making AI adoption more financially sustainable.<\/p>\n<\/div><\/div>\n\n\n\n<div data-schema-only=\"false\" class=\"wp-block-aioseo-faq\" id=\"aioseo-what-does-finops-mean-in-the-context-of-ai\"><h3 class=\"aioseo-faq-block-question\"><strong><strong><strong>How does WrangleAI support FinOps for AI teams?<\/strong><\/strong><\/strong><\/h3><div class=\"aioseo-faq-block-answer\">\n<p>WrangleAI gives teams real-time visibility into token usage, sets model-specific spend caps, enables internal billing by team or project, and offers smart recommendations to optimise prompts and route tasks to the most cost-effective models.<\/p>\n<\/div><\/div>\n","protected":false},"excerpt":{"rendered":"<p>As artificial intelligence becomes part of every product and workflow, AI infrastructure teams are under pressure to move fast. They\u2019re [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":185,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[5,4],"tags":[],"class_list":["post-184","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-cost-allocation","category-ai-cost-controls"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/wrangleai.com\/blog\/wp-json\/wp\/v2\/posts\/184","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/wrangleai.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/wrangleai.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/wrangleai.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/wrangleai.com\/blog\/wp-json\/wp\/v2\/comments?post=184"}],"version-history":[{"count":1,"href":"https:\/\/wrangleai.com\/blog\/wp-json\/wp\/v2\/posts\/184\/revisions"}],"predecessor-version":[{"id":186,"href":"https:\/\/wrangleai.com\/blog\/wp-json\/wp\/v2\/posts\/184\/revisions\/186"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/wrangleai.com\/blog\/wp-json\/wp\/v2\/media\/185"}],"wp:attachment":[{"href":"https:\/\/wrangleai.com\/blog\/wp-json\/wp\/v2\/media?parent=184"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/wrangleai.com\/blog\/wp-json\/wp\/v2\/categories?post=184"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/wrangleai.com\/blog\/wp-json\/wp\/v2\/tags?post=184"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}